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Security & supply chain

Time-to-exploit went negative. Mandiant maps where AI helps the vulnerability queue, and where it fails silently.

Google Cloud's Mandiant team pins mean time-to-exploit at negative seven days and publishes a blueprint for aiming large language models at the vulnerability pipeline. The failure modes it lists are the ones that let the exploit through.

Jul 22, 2026 · Tomás Vega
Release engineering

Release gates for LLMs: the argument that your CI is not the finish line

A New Stack piece from Freddy Daniel Alvarez Pinto argues that traditional CI/CD gates are not enough for production AI systems, and proposes a release-gating approach built for LLMs. Here is why the framing matters for pipeline owners, and where the honest rough edges sit.

Jul 6, 2026 · Priya Nair
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